Load data
raw_df =
read_excel("data/pce_by_state.xlsx", sheet = "Table 1", range = "A4:F63", col_names = FALSE)
colnames(raw_df) = c("state", "pce_2018", "pce_2019", "pce_2020", "change_2019", "change_2020")
Clean data
pce_state_df_1 =
raw_df %>%
filter(!(state %in% c("United States", "New England", "Mideast", "Great Lakes", "Plains", "Southeast", "Southwest", "Rocky Mountain", "Far West"))) %>%
mutate(
code = c("CT", "ME", "MA", "NH", "RI", "VT", "DE", "DC", "MD", "NJ", "NY", "PA", "IL", "IN", "MI", "OH", "WI", "IA", "KS", "MN", "MO", "NE", "ND", "SD", "AL", "AR", "FL", "GA", "KY", "LA", "MS", "NC", "SC", "TN", "VA", "WV", "AZ", "NM", "OK", "TX", "CO", "ID", "MT", "UT", "WY", "AK", "CA", "HI", "NV", "OR", "WA")
) %>%
mutate(
text_2020 = paste(state, "\n", "PCE:", pce_2020),
text_2019 = paste(state, "\n", "PCE:", pce_2019),
text_change_2020 = paste(state, "\n", "Percent change:", change_2020)
)
Draw map
g = list(
scope = 'usa',
projection = list(type = 'albers usa')
)
fig_1 =
plot_geo(pce_state_df_1, locationmode = 'USA-states') %>%
add_trace(
type = "scattergeo",
locations = ~code,
text = ~code,
mode = "text",
textfont = list(color = rgb(0,0,0), size = 10),
hoverinfo = "none"
) %>%
add_trace(
z = ~change_2020,
locations = ~code,
text = ~text_change_2020,
color = ~change_2020,
colorscale = list(c(0, 0.3, 0.5, 1), c("#004c8c", "65a6db", "a4c6e6", "#f5faff")),
hoverinfo = "text",
colorbar = list(title = "PCE growth rates", thickness = 20, x = 1, y = 0.8),
visible = T
) %>%
layout(
title = 'Personal Consumption Expenditures by State: Percent Change, 2019-2020',
geo = g
)
fig_1
fig_2 =
plot_geo(pce_state_df_1, locationmode = 'USA-states') %>%
add_trace(
type = "scattergeo",
locations = ~code,
text = ~code,
mode = "text",
textfont = list(color = rgb(0,0,0), size = 10),
hoverinfo = "none"
) %>%
add_trace(
z = ~pce_2020,
locations = ~code,
text = ~text_2020,
color = ~pce_2020,
colorscale = list(c(0, 0.06, 0.3, 1), c("#004c8c", "65a6db", "a4c6e6", "#f5faff")),
hoverinfo = "text",
colorbar = list(title = "PCE", thickness = 20, x = 1, y = 0.8),
visible = T
) %>%
add_trace(
z = ~pce_2019,
locations = ~code,
text = ~text_2019,
color = ~pce_2019,
colorscale = list(c(0, 0.06, 0.3, 1), c("#004c8c", "69abe1", "a7caeb", "#fafdff")),
hoverinfo = "text",
colorbar = list(title = "PCE", thickness = 20, x = 1, y = 0.8),
visible = F
) %>%
layout(
title = 'Total Personal Consumption Expenditures by State',
geo = g,
updatemenus = list(
list(
type = 'buttons',
x = 0.1,
y = 0.95,
buttons = list(
list(method = "restyle",
args = list("visible", list(T, T, F)),
label = '2020'),
list(method = "restyle",
args = list("visible", list(T, F, T)),
label = '2019')
))),
annotations = list(list(text = "Year", x = 0, y = 1, showarrow = FALSE))
)
fig_2